Agent-based and graphical modelling of building occupancy

被引:127
作者
Liao, Chenda [1 ]
Lin, Yashen [1 ]
Barooah, Prabir [1 ]
机构
[1] Univ Florida, Dept Mech & Aerosp Engn, Gainesville, FL 32611 USA
基金
美国国家科学基金会;
关键词
agent-based model; building occupancy; occupancy model; graphical model; building energy performance; SIMULATION;
D O I
10.1080/19401493.2010.531143
中图分类号
TU [建筑科学];
学科分类号
081407 [建筑环境与能源工程];
摘要
We propose a novel stochastic agent-based model of occupancy dynamics in a building with an arbitrary number of zones and occupants. Simulation of the model yields time-series of the location of each agent (a software representation of an occupant). The model is meant to provide realistic simulation of occupancy dynamics in non-emergency situations. Comparison of the model's prediction of distributions of random variables such as first arrival time of a building is provided against those estimated from measurements in commercial buildings. We also propose a lower complexity graphical model of occupancy evolution in multi-zone buildings. The graphical model captures information on mean occupancy and correlation among occupancy at various zones in the building. The agent-based model can be used in conjunction with building performance simulation tools, while the graphical model is more suitable for real-time applications, such as occupancy estimation with noisy sensor measurements.
引用
收藏
页码:5 / 25
页数:21
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